{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "学而时习之"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'4.5.2'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cv2 as cv\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "cv.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(512, 512, 3)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lena = cv.imread(\"lena.png\")\n",
    "chen = cv.imread(\"chen.jpg\")\n",
    "lena.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1415, 818, 3)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chen.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2a241441c18>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(lena[:,:,[2,1,0]])\n",
    "plt.imshow(chen[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "chen512 = chen[0:1024:2,0:512]\n",
    "add = cv.add(lena/2,chen512/2)\n",
    "add = add.astype(np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2a2430625f8>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(add[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "addW = cv.addWeighted(lena,0.5,chen512,0.5,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2a24311aa20>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(addW[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2a243172da0>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow((cv.subtract(lena,chen512))[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2a2431cdeb8>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow((cv.multiply(lena,chen512))[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2a246ed8cc0>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQYAAAD8CAYAAACVSwr3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAOrElEQVR4nO3df4xlZX3H8ffHXRakWldgIGR3dTHuH5rYIm5wDU1jQVtE4/IHRKypxJBsYjXB2MYubdLGpH9o0wohadBNsV0aLeCvsEEq0gXS+IfIIL9dkdGqTJa6Y/ihrbEKfvvHfVbGfQb27u69c+/svl/JzXnOc5577nd2Zj/znHPPuZOqQpIWe9GkC5A0fQwGSR2DQVLHYJDUMRgkdQwGSZ2xBEOS85M8kmQuyfZxvIak8cmor2NIsgr4DvBWYB64G3h3VX1rpC8kaWzGMWM4G5irqu9V1S+A64GtY3gdSWOyegz7XAc8tmh9HnjjCz3hlFNOqY0bN46hFEn73XPPPT+uqplhxo4jGLJEX3e8kmQbsA3gFa94BbOzs2MoRdJ+SX4w7NhxHErMAxsWra8H9h44qKp2VNXmqto8MzNUiElaJuMIhruBTUnOSLIGuATYNYbXkTQmIz+UqKpnknwQuBVYBXy6qh4e9etIGp9xnGOgqm4BbhnHviWNn1c+SuoYDJI6BoOkjsEgqWMwSOoYDJI6BoOkjsEgqWMwSOoYDJI6BoOkjsEgqWMwSOoYDJI6BoOkjsEgqWMwSOoYDJI6BoOkjsEgqWMwSOoYDJI6BoOkjsEgqWMwSOoYDJI6BoOkjsEgqWMwSOoYDJI6BoOkjsEgqWMwSOoYDJI6Bw2GJJ9Osi/JQ4v6TkpyW5JH2/LlrT9Jrk4yl+SBJGeNs3hJ4zHMjOFfgPMP6NsO7K6qTcDutg7wNmBTe2wDrhlNmZKW00GDoar+E3jigO6twM7W3glcuKj/uhr4OrA2yemjKlbS8jjccwynVdXjAG15autfBzy2aNx86+sk2ZZkNsnswsLCYZYhaRxGffIxS/TVUgOrakdVba6qzTMzMyMuQ9KRONxg+NH+Q4S23Nf654ENi8atB/YefnmSJuFwg2EXcGlrXwrctKj/ve3diS3A0/sPOSStHKsPNiDJvwFvBk5JMg/8DfAx4MYklwE/BC5uw28BLgDmgJ8B7xtDzZLG7KDBUFXvfp5N5y0xtoAPHGlRkibLKx8ldQwGSR2DQVLHYJDUMRgkdQwGSR2DQVLHYJDUMRgkdQwGSR2DQVLHYJDUMRgkdQwGSR2DQVLHYJDUMRgkdQwGSR2DQVLHYJDUMRgkdQwGSR2DQVLHYJDUMRgkdQwGSR2DQVLHYJDUMRgkdQwGSR2DQVLHYJDUMRgkdQ4aDEk2JLkjyZ4kDye5vPWflOS2JI+25ctbf5JcnWQuyQNJzhr3FyFptIaZMTwD/FlVvQbYAnwgyWuB7cDuqtoE7G7rAG8DNrXHNuCakVctaawOGgxV9XhVfbO1fwrsAdYBW4GdbdhO4MLW3gpcVwNfB9YmOX3klUsam0M6x5BkI/B64C7gtKp6HAbhAZzahq0DHlv0tPnWJ2mFGDoYkrwE+ALwoar6yQsNXaKvltjftiSzSWYXFhaGLUPSMhgqGJIcxyAUPlNVX2zdP9p/iNCW+1r/PLBh0dPXA3sP3GdV7aiqzVW1eWZm5nDrlzQGw7wrEeBaYE9VfWLRpl3Apa19KXDTov73tncntgBP7z/kkLQyrB5izDnAnwAPJrmv9f0l8DHgxiSXAT8ELm7bbgEuAOaAnwHvG2nFksbuoMFQVV9j6fMGAOctMb6ADxxhXZImyCsfJXUMBkkdg0FSx2CQ1DEYJHUMBkkdg0FSx2CQ1DEYJHUMBkkdg0FSx2CQ1DEYJHUMBkkdg0FSx2CQ1DEYJHUMBkkdg0FSx2CQ1DEYJHUMBkkdg0FSx2CQ1DEYJHUMBkkdg0FSx2CQ1DEYJHUMBkkdg0FSx2CQ1DEYJHUMBkmdgwZDkhOSfCPJ/UkeTvLR1n9GkruSPJrkhiRrWv/xbX2ubd843i9B0qgNM2P4P+Dcqvpd4Ezg/CRbgI8DV1bVJuBJ4LI2/jLgyap6NXBlGydpBTloMNTA/7TV49qjgHOBz7f+ncCFrb21rdO2n5ckI6tY0tgNdY4hyaok9wH7gNuA7wJPVdUzbcg8sK611wGPAbTtTwMnL7HPbUlmk8wuLCwc2VchaaSGCoaqeraqzgTWA2cDr1lqWFsuNTuorqNqR1VtrqrNMzMzw9YraRkc0rsSVfUUcCewBVibZHXbtB7Y29rzwAaAtv1lwBOjKFbS8hjmXYmZJGtb+8XAW4A9wB3ARW3YpcBNrb2rrdO2315V3YxB0vRaffAhnA7sTLKKQZDcWFU3J/kWcH2SvwXuBa5t468F/jXJHIOZwiVjqFvSGB00GKrqAeD1S/R/j8H5hgP7fw5cPJLqJE2EVz5K6hgMkjoGg6SOwSCpYzBI6hgMkjoGg6SOwSCpYzBI6hgMkjoGg6SOwSCpYzBI6hgMkjoGg6SOwSCpYzBI6hgMkjoGg6SOwSCpYzBI6hgMkjoGg6SOwSCpYzBI6hgMkjoGg6SOwSCpYzBI6hgM0lFmbgT7WD2CfUiaIq8G7vkl/P0/wLMvhs8BNXNo+3DGIB1tfgpv+Cpc+Sx87ufw/tcBf3xou3DGIB1l/vmLcOKJ8K4r4KkXwcsOYx9DzxiSrEpyb5Kb2/oZSe5K8miSG5Ksaf3Ht/W5tn3jYdQl6RDd+oPB8j/eAndeDH/+IrjuMPd1KDOGy4E9wG+39Y8DV1bV9Uk+CVwGXNOWT1bVq5Nc0sa96zDrkzSkP/rxYPmZVx75voaaMSRZD7wd+Ke2HuBc4PNtyE7gwtbe2tZp289r4yWN0xuAEYQCDH8ocRXwEeBXbf1k4KmqeqatzwPrWnsd8BhA2/50G/8bkmxLMptkdmFh4TDLlzQOBw2GJO8A9lXVPYu7lxhaQ2x7rqNqR1VtrqrNMzOH+F6KpLEa5hzDOcA7k1wAnMDgHMNVwNokq9usYD2wt42fBzYA80lWMzgp+sTIK5c0NgedMVTVFVW1vqo2ApcAt1fVe4A7gIvasEuBm1p7V1unbb+9qroZg6TpdSQXOP0F8OEkcwzOIVzb+q8FTm79Hwa2H1mJkpbbIV3gVFV3Ane29veAs5cY83Pg4hHUJmlCvCRaR7cvT7qAlclg0NHt7c/T/+SyVrHiGAw6+i0OgQfb8upJFLJyGAw6+i3+KX9dW/7vJApZOQwGHf0W3174tbZcNYlCVg6DQceGLzM4pGgX2V7zlUkWM/38PAYdG+YGj198G9acAO9fO+mCppszBh0bLgfWwJr/ZvBOxZYJ1zPlDAYdO+4DTgS+wOCaXD0vg0HHjk8B32ltb+h9QZ5j0LHlgzx3i5+elzMGHVumKBSm+WPNDAZpQqb5swgMBkkdg0FSx2CQ1DEYJHUMBkkdg0FSx2CQ1DEYJHUMBkkdg0FSx2CQ1DEYJHUMBkkdg0FSx2CQ1DEYJHUMBkkdg0FSx2CQ1DEYtOwebctp/jDUY53BoGW3qS2n+cNQj3VDBUOS7yd5MMl9SWZb30lJbkvyaFu+vPUnydVJ5pI8kOSscX4BkkbvUGYMf1BVZ1bV5ra+HdhdVZuA3W0d4G0MfilsArYB14yqWK0MCwwOEzxUWLmO5FBiK7CztXcCFy7qv64Gvg6sTXL6EbyOVpgZBocJHiqsXMMGQwFfTXJPkm2t77SqehygLU9t/euAxxY9d771/YYk25LMJpldWFg4vOoljcWwf7vynKram+RU4LYk336BsUvNILtfHlW1A9gBsHnzZn+5SFNkqBlDVe1ty33Al4CzgR/tP0Roy31t+DywYdHT1wN7R1WwpPE7aDAk+a0kL93fBv4QeAjYxXN/IvRS4KbW3gW8t707sQV4ev8hh6SVYZhDidOALyXZP/6zVfWVJHcDNya5DPghcHEbfwtwATAH/Ax438ir1tT4L+BVHP6Jxh8ArxxdORqRVE3+8D7JT4FHJl3HkE4BfjzpIoawUuqElVPrSqkTlq71lVU1M8yThz35OG6PLLo+YqolmV0Jta6UOmHl1LpS6oQjr9VLoiV1DAZJnWkJhh2TLuAQrJRaV0qdsHJqXSl1whHWOhUnHyVNl2mZMUiaIhMPhiTnJ3mk3aa9/eDPGGstn06yL8lDi/qm8vbyJBuS3JFkT5KHk1w+jfUmOSHJN5Lc3+r8aOs/I8ldrc4bkqxp/ce39bm2feNy1Lmo3lVJ7k1y85TXOd6PQqiqiT2AVcB3GVwjswa4H3jtBOv5feAs4KFFfX8HbG/t7cDHW/sC4N8Z3BuyBbhrmWs9HTirtV8KfAd47bTV217vJa19HHBXe/0bgUta/yeB97f2nwKfbO1LgBuW+d/1w8BngZvb+rTW+X3glAP6Rva9X7Yv5Hm+uDcBty5avwK4YsI1bTwgGB4BTm/t0xlccwHwKeDdS42bUN03AW+d5nqBE4FvAm9kcPHN6gN/DoBbgTe19uo2LstU33oGny1yLnBz+480dXW211wqGEb2vZ/0ocRQt2hP2BHdXr4c2jT29Qx+G09dvW16fh+DG+1uYzBLfKqqnlmill/X2bY/DZy8HHUCVwEfAX7V1k+e0jphDB+FsNikr3wc6hbtKTUVtSd5CfAF4ENV9ZN2T8uSQ5foW5Z6q+pZ4MwkaxncnfuaF6hlInUmeQewr6ruSfLmIWqZ9Pd/5B+FsNikZwwr4Rbtqb29PMlxDELhM1X1xdY9tfVW1VPAnQyOc9cm2f+LaXEtv66zbX8Z8MQylHcO8M4k3weuZ3A4cdUU1gmM/6MQJh0MdwOb2pnfNQxO4uyacE0HmsrbyzOYGlwL7KmqT0xrvUlm2kyBJC8G3gLsAe4ALnqeOvfXfxFwe7UD43Gqqiuqan1VbWTwc3h7Vb1n2uqEZfoohOU8+fQ8J1EuYHBG/bvAX024ln8DHgd+ySBlL2Nw3LibwZ9D2A2c1MYG+MdW94PA5mWu9fcYTAcfAO5rjwumrV7gd4B7W50PAX/d+l8FfIPB7fmfA45v/Se09bm2/VUT+Dl4M8+9KzF1dbaa7m+Ph/f/vxnl994rHyV1Jn0oIWkKGQySOgaDpI7BIKljMEjqGAySOgaDpI7BIKnz/zMH2DHmLaP7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow((cv.multiply(lena,chen512))[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([[ 2.12273032e+02, -1.58267051e+01, -9.64309924e+00, ...,\n",
       "         -8.40158806e-02, -1.52963672e-02, -9.38145842e-02],\n",
       "        [ 2.19491810e+00,  1.68508196e+00, -1.29229537e+01, ...,\n",
       "          7.03047340e-02, -1.94908205e-02,  1.20201251e-01],\n",
       "        [-5.04108635e+00,  6.06645345e+00, -2.39723344e+00, ...,\n",
       "          3.29055329e-02, -1.51186217e-02, -2.15449273e-03],\n",
       "        ...,\n",
       "        [ 5.19086660e-03, -1.71710218e-02, -5.75817758e-03, ...,\n",
       "         -1.77444134e-02, -3.25339507e-03,  1.63094571e-02],\n",
       "        [ 2.73776927e-02, -1.67520719e-02,  2.99733826e-02, ...,\n",
       "         -7.18856318e-04,  1.77962517e-02,  3.59116369e-02],\n",
       "        [-1.35527218e-02,  2.60461472e-02, -1.15062588e-02, ...,\n",
       "         -6.53065490e-03,  3.68979776e-02,  9.17371884e-03]]),\n",
       " array([[ 1.99515794e+02, -2.64455549e+01, -3.56994922e+00, ...,\n",
       "         -2.71597018e-02, -1.98136188e-02, -7.39550448e-02],\n",
       "        [ 1.10758692e+01,  1.47599330e+01, -1.67465268e+01, ...,\n",
       "          7.32028364e-02,  2.10004332e-02,  7.62250326e-02],\n",
       "        [-7.90855185e-01,  7.67998524e+00, -1.08512842e+01, ...,\n",
       "         -3.04342016e-02,  2.30586358e-03, -2.17066975e-02],\n",
       "        ...,\n",
       "        [-9.05923097e-03, -6.14307170e-03, -2.57348231e-02, ...,\n",
       "         -5.65903735e-03,  1.74744623e-02,  1.55041421e-02],\n",
       "        [ 1.77423115e-02, -1.18986380e-02,  1.82476662e-02, ...,\n",
       "         -1.20314054e-02, -5.82559571e-03,  1.32230266e-02],\n",
       "        [-1.03959019e-02,  1.35676494e-02, -3.70963515e-03, ...,\n",
       "          1.18180909e-02,  2.31772979e-02,  4.41501839e-03]]),\n",
       " array([[ 3.62074265e+02, -1.22187805e+01, -4.80534090e+00, ...,\n",
       "         -1.74191380e-02,  5.38926427e-03, -2.74103576e-02],\n",
       "        [ 2.15910316e+01,  2.39447309e+01, -5.48532499e+00, ...,\n",
       "          2.50155419e-02, -1.08231814e-03,  4.59053487e-02],\n",
       "        [ 4.44833075e+00,  6.84620050e-01, -1.63715248e+01, ...,\n",
       "         -7.86646195e-02, -5.54760188e-03, -2.12371922e-03],\n",
       "        ...,\n",
       "        [ 9.78739589e-03, -1.02559222e-02, -6.35406545e-03, ...,\n",
       "         -1.20057391e-03,  8.97905995e-03, -7.93178499e-03],\n",
       "        [ 3.96242190e-03, -9.73869632e-03,  8.09895628e-03, ...,\n",
       "          1.11758589e-02,  2.37753633e-03,  2.13803641e-03],\n",
       "        [-2.61124373e-03, -8.42005149e-03, -1.37893929e-02, ...,\n",
       "          1.69134950e-03, -7.22928369e-03, -9.95132566e-03]])]"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lenaf64 = np.float64(lena)/255\n",
    "lena_dct=[]\n",
    "lena_dct.append(cv.dct(lenaf64[:,:,0]))\n",
    "lena_dct.append(cv.dct(lenaf64[:,:,1]))\n",
    "lena_dct.append(cv.dct(lenaf64[:,:,2]))\n",
    "lena_dct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(512, 512, 3)"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lena_dct_merge = cv.merge(lena_dct)\n",
    "lena_dct_merge.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([[125, 125, 133, ..., 122, 110,  90],\n",
       "        [125, 125, 133, ..., 122, 110,  90],\n",
       "        [125, 125, 133, ..., 122, 110,  90],\n",
       "        ...,\n",
       "        [ 60,  60,  58, ...,  84,  76,  79],\n",
       "        [ 57,  57,  62, ...,  79,  81,  81],\n",
       "        [ 57,  57,  62, ...,  79,  81,  81]], dtype=uint8),\n",
       " array([[137, 137, 137, ..., 148, 130,  99],\n",
       "        [137, 137, 137, ..., 148, 130,  99],\n",
       "        [137, 137, 137, ..., 148, 130,  99],\n",
       "        ...,\n",
       "        [ 18,  18,  27, ...,  73,  68,  62],\n",
       "        [ 22,  22,  32, ...,  70,  71,  74],\n",
       "        [ 22,  22,  32, ...,  70,  71,  74]], dtype=uint8),\n",
       " array([[226, 226, 223, ..., 230, 221, 200],\n",
       "        [226, 226, 223, ..., 230, 221, 200],\n",
       "        [226, 226, 223, ..., 230, 221, 200],\n",
       "        ...,\n",
       "        [ 84,  84,  92, ..., 173, 172, 177],\n",
       "        [ 82,  82,  96, ..., 179, 181, 185],\n",
       "        [ 82,  82,  96, ..., 179, 181, 185]], dtype=uint8)]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lena_split = cv.split(lena)\n",
    "lena_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2a246f31dd8>"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.imshow(lena[:,:,1])\n",
    "plt.imshow(lena_dct_merge)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 练习矩阵的加减乘除\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'cv2.cv2' has no attribute 'abs'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-95-bf34243c5a17>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mabs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcv\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mabs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlena_dct_merge\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: module 'cv2.cv2' has no attribute 'abs'"
     ]
    }
   ],
   "source": [
    "abs = cv.abs(lena_dct_merge)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
